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Although Snyder was the only person prosecuted in this case, we presumed that many of the adult relatives and other individuals who held bank accounts were aware of the fraud, at least to some degree. In particular, we thought one of his daughters was involved because a large percentage of refunds were deposited into her bank accounts. She had four accounts set up in her name, and each one had multiple refunds electronically deposited into it. She withdrew and spent the money herself. When I interviewed her, she rmly denied knowledge of the false claims. When I asked where she thought the money came from, her response was My father put the money there for me. Despite our strong suspicions about her, the evidence against James was more convincing and as part of his plea bargain his daughter was not charged. James was charged with false claims and identity fraud under Title 18, U.S.C., Sections 287 and 1028, respectively. He entered a guilty plea to the charge of false claims and was sentenced to prison for three years. The Assistant U.S. Attorney (AUSA) prosecuting the case told me that he had not seen a more complicated case of tax fraud using the Internet. The AUSA thought someone else must have helped James devise his plan because it was so complex, but I disagreed. Although he lacked education and was a seemingly inexperienced man with few notable skills, I believed he acted on his own and was able to nd the resources he needed through the Internet.

It didn t take long for the system to be adapted to a wide variety of other uses, including distribution of school lessons, of cial and unof cial audio tours of museums, conference meeting alerts and updates, and public safety messages Podcasting is an increasingly popular communication tool for staying in touch with customers and other important audiences Sun Microsystems offers at least a dozen podcasts on its web site, including a news podcast about the latest from Sun and interviews with various Sun engineers and executives Its vodcast series, Level Up, is all about the latest developments in videogame technology Then there s Sun s Virtually Everywhere Podcast, which allows you to listen to Sun innovators, customers and partners discuss your top IT and business pain points and nd out how Sun software and solutions can help you solve them.

Patient data was collected concerning the diagnosis of cold or u (Table 6.21). 1. Calculate the Euclidean distance (replacing None with 0, Mild with 1 and Severe with 2) using the variables: Fever, Headaches, General aches, Weakness, Exhaustion, Stuffy nose, Sneezing, Sore throat, Chest discomfort, for the following pairs of patient observations from Table 6.21: a. 1326 and 398 b. 1326 and 1234 c. 6377 and 2662 2. The patient observations described in Table 6.21 are being clustered using agglomerative hierarchical clustering. The Euclidean distance is used to calculate the distance between observations using the following variables: Fever, Headaches, General aches, Weakness, Exhaustion, Stuffy nose, Sneezing, Sore throat, Chest discomfort (replacing None with 0, Mild with 1 and Severe with 2). The average linkage joining rule is being used to create the hierarchical clusters. During the clustering process observations 6377 and 2662 are already grouped together. Calculate the distance from observation 398 to this group. 3. A candidate rule has been extracted using the associative rule method from Table 6.1: If Exhaustion None AND Stuffy node Severe THEN Diagnosis cold Calculate the support, con dence, and lift for this rule. 4. Table 6.21 is to be used to build a decision tree to classify whether a patient has a cold or u. As part of this process the Fever column is being considered as a splitting point. Two potential splitting values are being considered: a. Where the data is divided into two sets where (1) Fever is none and (2) Fever is mild and severe. b. Where the data is divided into two sets where (1) Fever is severe and (2) Fever is none and mild. Calculate, using the entropy impurity calculation, the gain for each of these splits.

13 Think how valuable it would be to have your customers talking about their problems and then listening to how your company can solve these pain points That s the power of podcasting UNICEF, the charity, offers numerous vodcast downloads to spread the word about issues, problem areas, activities, and accomplishments Carrefour, the French retailer, offers both podcast and vodcast downloads of its latest news releases NASA even uses vodcasts to give people an inside look (literally) at the space program What can vodcasting do for your organization You can t afford to sit back while competitors jump on the blog, podcast, or vodcast bandwagon Blogging is not just a fad The data.